Another difficulty of applying these rule based systems is that they usually rely on other NLP tools, such as a syntactic parser. For example,  use a noun phrase chunker to first identify candidate entity mentions; and context rules used by [1]} involve finding the head word of the appositive modifier for the entity mention. Building syntactic analysis tools itself is a challenge task, especially for syntactically noisy text, such as clinical notes and social media data.
